In this document, I explore 4 approaches to SVD with Dimkid data:
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In Approach #1 we proceed without mean-centering, with characters as rows and capacities as columns.
In this study, 431 US adults rated 21 characters (between-subjects) on 40 capacities (within-subjects). (See Weisman, Dweck, & Markman, 2017, PNAS, Study 4.)
In this study, 123 7- to 9-year-old US children rated 9 characters (between-subjects) on 20 capacities (within subjects). (See Weisman, Dweck, & Markman, 2018, Proc. CogSci.)
In this study, 124 4- to 6-year-old US children rated 9 characters (between-subjects) on 20 capacities (within subjects). (See Weisman, Dweck, & Markman, 2018, Proc. CogSci.)
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
In Approach #2 we proceed without mean-centering, with capacities as rows and characters as columns.
In this study, 431 US adults rated 21 characters (between-subjects) on 40 capacities (within-subjects). (See Weisman, Dweck, & Markman, 2017, PNAS, Study 4.)
In this study, 123 7- to 9-year-old US children rated 9 characters (between-subjects) on 20 capacities (within subjects). (See Weisman, Dweck, & Markman, 2018, Proc. CogSci.)
In this study, 124 4- to 6-year-old US children rated 9 characters (between-subjects) on 20 capacities (within subjects). (See Weisman, Dweck, & Markman, 2018, Proc. CogSci.)
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
In Approach #3 we mean-center by capacity, with characters as rows and capacities as columns.
In this study, 431 US adults rated 21 characters (between-subjects) on 40 capacities (within-subjects). (See Weisman, Dweck, & Markman, 2017, PNAS, Study 4.)
In this study, 123 7- to 9-year-old US children rated 9 characters (between-subjects) on 20 capacities (within subjects). (See Weisman, Dweck, & Markman, 2018, Proc. CogSci.)
In this study, 124 4- to 6-year-old US children rated 9 characters (between-subjects) on 20 capacities (within subjects). (See Weisman, Dweck, & Markman, 2018, Proc. CogSci.)
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Joining, by = "item"
Column `item` joining factor and character vector, coercing into character vector
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
In Approach #4 we mean-center by character, with capacities as rows and characters as columns.
In this study, 431 US adults rated 21 characters (between-subjects) on 40 capacities (within-subjects). (See Weisman, Dweck, & Markman, 2017, PNAS, Study 4.)
In this study, 123 7- to 9-year-old US children rated 9 characters (between-subjects) on 20 capacities (within subjects). (See Weisman, Dweck, & Markman, 2018, Proc. CogSci.)
In this study, 124 4- to 6-year-old US children rated 9 characters (between-subjects) on 20 capacities (within subjects). (See Weisman, Dweck, & Markman, 2018, Proc. CogSci.)
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Scale for 'colour' is already present. Adding another scale for 'colour',
which will replace the existing scale.
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector
Joining, by = "property"
Column `property` joining factor and character vector, coercing into character vector